This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.
**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

**Figure 13.**- *Other* rockfish (non-pelagic and non-yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 13.- Other rockfish (non-pelagic and non-yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 14.**- *Other* rockfish (non-pelagic and non-yelloweye) releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 14.- Other rockfish (non-pelagic and non-yelloweye) releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



Total Biomass Removal Estimates

**Figure 15.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 16.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 17.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 18.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 18.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 19.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 19.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 20.**- Residuals from logbook harvests.

Figure 20.- Residuals from logbook harvests.


SWHS residuals

**Figure 21.**- Residuals from SWHS harvests.

Figure 21.- Residuals from SWHS harvests.



**Figure 22.**- Residual of SWHS releases.

Figure 22.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 23.**- Mean percent of harvest by charter anglers.

Figure 23.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 24.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 24.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 25.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 25.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 26.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 26.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 27.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 27.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.


**Figure 28.**- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 28.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.


**Figure 29.**- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 29.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 30.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 30.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 31.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 31.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 32.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 32.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 33.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 33.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 35.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 36.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 36.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

## NULL



Weight Fits

**Figure 37.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 41.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 41.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.3294798

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.14 while 0.86 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable

area_n

year

user

mean

median

lower

upper

Rhat

sd

skew

area

p_pelagic

11

11

1

0.479

0.478

0.239

0.725

1.012

0.124

0.008

CSEO

p_pelagic

11

13

1

0.475

0.473

0.245

0.719

1.012

0.124

0.016

CSEO

p_pelagic

11

13

2

0.416

0.411

0.190

0.671

1.010

0.126

0.040

CSEO

p_pelagic

11

15

1

0.444

0.439

0.221

0.690

1.013

0.125

0.040

CSEO

p_pelagic

11

16

2

0.418

0.416

0.195

0.661

1.012

0.122

0.016

CSEO

p_yellow

11

16

2

0.454

0.442

0.183

0.784

1.011

0.156

0.077

CSEO

p_pelagic

11

18

1

0.485

0.483

0.257

0.722

1.012

0.122

0.016

CSEO

p_pelagic

11

19

1

0.494

0.493

0.268

0.724

1.011

0.121

0.008

CSEO

p_pelagic

11

19

2

0.413

0.408

0.190

0.666

1.013

0.124

0.040

CSEO

p_pelagic

11

2

2

0.414

0.408

0.196

0.666

1.013

0.121

0.049

CSEO

p_pelagic

11

20

2

0.418

0.411

0.194

0.666

1.012

0.124

0.056

CSEO

p_pelagic

11

21

1

0.491

0.492

0.264

0.720

1.022

0.121

-0.008

CSEO

p_pelagic

11

21

2

0.417

0.410

0.199

0.669

1.013

0.121

0.058

CSEO

p_pelagic

11

22

2

0.419

0.412

0.194

0.672

1.010

0.123

0.057

CSEO

p_pelagic

11

3

2

0.411

0.403

0.190

0.657

1.012

0.122

0.066

CSEO

p_pelagic

11

5

1

0.482

0.479

0.247

0.727

1.015

0.126

0.024

CSEO

p_pelagic

11

5

2

0.412

0.404

0.195

0.663

1.016

0.123

0.065

CSEO

p_pelagic

11

6

1

0.479

0.474

0.243

0.723

1.015

0.126

0.040

CSEO

p_pelagic

11

7

1

0.476

0.473

0.241

0.714

1.013

0.123

0.024

CSEO

p_pelagic

11

7

2

0.412

0.407

0.195

0.649

1.011

0.122

0.041

CSEO

p_pelagic

11

8

2

0.414

0.407

0.191

0.659

1.011

0.124

0.057

CSEO

p_pelagic

11

9

2

0.411

0.408

0.179

0.668

1.017

0.124

0.024

CSEO

p_pelagic

13

1

1

0.342

0.327

0.125

0.632

1.016

0.135

0.111

NSEI

p_pelagic

13

1

2

0.147

0.129

0.040

0.350

1.014

0.083

0.218

NSEI

p_yellow

13

1

1

0.453

0.395

0.128

0.962

1.064

0.235

0.247

NSEI

p_yellow

13

1

2

0.456

0.404

0.134

0.963

1.073

0.230

0.226

NSEI

p_pelagic

13

10

2

0.149

0.132

0.042

0.359

1.019

0.080

0.213

NSEI

p_yellow

13

10

1

0.451

0.391

0.130

0.962

1.064

0.234

0.256

NSEI

p_yellow

13

10

2

0.459

0.405

0.143

0.966

1.059

0.235

0.230

NSEI

p_pelagic

13

11

1

0.348

0.333

0.131

0.639

1.012

0.132

0.114

NSEI

p_pelagic

13

11

2

0.151

0.133

0.043

0.353

1.015

0.081

0.223

NSEI

p_yellow

13

11

1

0.456

0.397

0.128

0.962

1.060

0.234

0.252

NSEI

p_yellow

13

11

2

0.461

0.408

0.139

0.965

1.064

0.232

0.229

NSEI

p_pelagic

13

12

1

0.352

0.338

0.132

0.636

1.017

0.132

0.106

NSEI

p_pelagic

13

12

2

0.155

0.139

0.045

0.362

1.015

0.082

0.194

NSEI

p_yellow

13

12

1

0.457

0.403

0.129

0.963

1.057

0.234

0.231

NSEI

p_yellow

13

12

2

0.458

0.403

0.131

0.966

1.060

0.233

0.236

NSEI

p_pelagic

13

13

2

0.155

0.139

0.046

0.349

1.013

0.080

0.200

NSEI

p_yellow

13

13

1

0.453

0.395

0.135

0.963

1.071

0.234

0.248

NSEI

p_yellow

13

13

2

0.459

0.404

0.144

0.965

1.066

0.232

0.237

NSEI

p_pelagic

13

14

2

0.153

0.137

0.045

0.355

1.010

0.080

0.199

NSEI

p_yellow

13

14

1

0.456

0.401

0.133

0.958

1.068

0.232

0.237

NSEI

p_yellow

13

14

2

0.455

0.402

0.132

0.964

1.068

0.232

0.228

NSEI

p_pelagic

13

15

1

0.314

0.299

0.118

0.598

1.017

0.124

0.121

NSEI

p_yellow

13

15

1

0.447

0.393

0.136

0.961

1.062

0.232

0.233

NSEI

p_yellow

13

15

2

0.447

0.390

0.128

0.967

1.067

0.233

0.244

NSEI

p_yellow

13

16

1

0.455

0.403

0.130

0.960

1.065

0.230

0.226

NSEI

p_yellow

13

16

2

0.459

0.405

0.137

0.961

1.074

0.232

0.233

NSEI

p_pelagic

13

17

2

0.163

0.149

0.051

0.355

1.013

0.079

0.177

NSEI

p_yellow

13

17

1

0.454

0.391

0.125

0.962

1.072

0.234

0.269

NSEI

p_yellow

13

17

2

0.454

0.400

0.128

0.964

1.063

0.232

0.232

NSEI

p_yellow

13

18

1

0.447

0.392

0.123

0.961

1.067

0.232

0.237

NSEI

p_yellow

13

18

2

0.459

0.405

0.133

0.964

1.062

0.234

0.230

NSEI

p_yellow

13

19

1

0.453

0.399

0.130

0.963

1.062

0.234

0.231

NSEI

p_yellow

13

19

2

0.455

0.399

0.129

0.964

1.061

0.233

0.240

NSEI

p_pelagic

13

2

1

0.341

0.328

0.124

0.634

1.010

0.135

0.096

NSEI

p_pelagic

13

2

2

0.146

0.130

0.040

0.346

1.017

0.080

0.199

NSEI

p_yellow

13

2

1

0.453

0.395

0.130

0.964

1.063

0.234

0.248

NSEI

p_yellow

13

2

2

0.452

0.394

0.127

0.963

1.077

0.236

0.246

NSEI

p_yellow

13

20

1

0.449

0.386

0.127

0.965

1.061

0.235

0.268

NSEI

p_yellow

13

20

2

0.455

0.395

0.132

0.965

1.076

0.234

0.257

NSEI

p_yellow

13

21

1

0.451

0.395

0.127

0.963

1.068

0.233

0.240

NSEI

p_yellow

13

21

2

0.453

0.401

0.134

0.964

1.076

0.232

0.224

NSEI

p_yellow

13

22

1

0.451

0.395

0.129

0.962

1.059

0.233

0.240

NSEI

p_yellow

13

22

2

0.453

0.399

0.135

0.966

1.063

0.234

0.231

NSEI

p_yellow

13

23

1

0.422

0.360

0.107

0.958

1.059

0.235

0.263

NSEI

p_yellow

13

23

2

0.503

0.460

0.162

0.973

1.057

0.224

0.192

NSEI

p_yellow

13

24

1

0.422

0.363

0.113

0.955

1.065

0.234

0.252

NSEI

p_yellow

13

24

2

0.502

0.460

0.163

0.974

1.059

0.226

0.186

NSEI

p_yellow

13

25

1

0.422

0.366

0.108

0.946

1.059

0.233

0.240

NSEI

p_yellow

13

25

2

0.501

0.459

0.155

0.969

1.053

0.228

0.185

NSEI

p_yellow

13

26

1

0.416

0.358

0.110

0.949

1.047

0.232

0.250

NSEI

p_yellow

13

26

2

0.499

0.466

0.167

0.972

1.042

0.222

0.148

NSEI

p_yellow

13

27

1

0.400

0.342

0.106

0.944

1.052

0.226

0.257

NSEI

p_yellow

13

27

2

0.493

0.455

0.161

0.965

1.056

0.221

0.172

NSEI

p_yellow

13

28

1

0.410

0.361

0.106

0.937

1.038

0.221

0.221

NSEI

p_yellow

13

28

2

0.491

0.457

0.161

0.960

1.034

0.215

0.158

NSEI

p_yellow

13

29

1

0.383

0.335

0.104

0.881

1.026

0.202

0.238

NSEI

p_yellow

13

29

2

0.469

0.442

0.158

0.921

1.016

0.198

0.136

NSEI

p_pelagic

13

3

1

0.342

0.325

0.127

0.636

1.015

0.135

0.126

NSEI

p_pelagic

13

3

2

0.146

0.128

0.040

0.351

1.013

0.082

0.221

NSEI

p_yellow

13

3

1

0.451

0.392

0.123

0.965

1.058

0.236

0.250

NSEI

p_yellow

13

3

2

0.456

0.403

0.134

0.964

1.063

0.232

0.229

NSEI

p_pelagic

13

4

1

0.339

0.327

0.123

0.622

1.015

0.135

0.089

NSEI

p_pelagic

13

4

2

0.147

0.128

0.040

0.348

1.012

0.082

0.233

NSEI

p_yellow

13

4

1

0.458

0.406

0.136

0.966

1.073

0.233

0.223

NSEI

p_yellow

13

4

2

0.456

0.405

0.129

0.964

1.064

0.232

0.220

NSEI

p_pelagic

13

5

1

0.342

0.330

0.120

0.636

1.011

0.137

0.088

NSEI

p_pelagic

13

5

2

0.145

0.125

0.041

0.358

1.018

0.082

0.245

NSEI

p_yellow

13

5

1

0.452

0.395

0.126

0.960

1.070

0.233

0.244

NSEI

p_yellow

13

5

2

0.458

0.402

0.139

0.964

1.067

0.233

0.240

NSEI

p_pelagic

13

6

1

0.339

0.323

0.128

0.625

1.011

0.133

0.121

NSEI

p_pelagic

13

6

2

0.146

0.131

0.041

0.347

1.012

0.079

0.190

NSEI

p_yellow

13

6

1

0.455

0.400

0.135

0.959

1.060

0.233

0.236

NSEI

p_yellow

13

6

2

0.453

0.395

0.133

0.967

1.074

0.234

0.248

NSEI

p_pelagic

13

7

2

0.149

0.132

0.042

0.346

1.020

0.081

0.210

NSEI

p_yellow

13

7

1

0.454

0.397

0.135

0.962

1.066

0.234

0.244

NSEI

p_yellow

13

7

2

0.457

0.403

0.129

0.965

1.062

0.233

0.232

NSEI

p_pelagic

13

8

1

0.343

0.327

0.124

0.641

1.015

0.136

0.117

NSEI

p_pelagic

13

8

2

0.150

0.135

0.042

0.349

1.016

0.080

0.186

NSEI

p_yellow

13

8

1

0.458

0.406

0.137

0.962

1.059

0.233

0.224

NSEI

p_yellow

13

8

2

0.456

0.405

0.129

0.963

1.062

0.233

0.218

NSEI

p_pelagic

13

9

1

0.345

0.334

0.130

0.624

1.012

0.131

0.084

NSEI

p_pelagic

13

9

2

0.150

0.133

0.043

0.351

1.010

0.082

0.208

NSEI

p_yellow

13

9

1

0.454

0.399

0.128

0.962

1.061

0.234

0.235

NSEI

p_yellow

13

9

2

0.456

0.405

0.136

0.965

1.066

0.233

0.219

NSEI

p_pelagic

14

13

2

0.407

0.402

0.185

0.660

1.011

0.126

0.040

NSEO

p_pelagic

14

16

1

0.448

0.443

0.228

0.695

1.014

0.123

0.041

NSEO

p_pelagic

14

16

2

0.419

0.412

0.187

0.678

1.016

0.128

0.055

NSEO

p_black

14

2

1

0.917

0.944

0.687

0.993

1.010

0.086

-0.316

NSEO

p_pelagic

14

3

2

0.411

0.406

0.184

0.668

1.012

0.125

0.040

NSEO

p_pelagic

14

6

1

0.436

0.433

0.207

0.680

1.011

0.124

0.024

NSEO

p_pelagic

14

6

2

0.412

0.406

0.192

0.659

1.013

0.124

0.049

NSEO

p_pelagic

14

8

2

0.408

0.403

0.186

0.669

1.013

0.125

0.040

NSEO

p_yellow

15

1

1

0.368

0.279

0.095

0.973

1.140

0.253

0.351

SSEI

p_yellow

15

1

2

0.433

0.368

0.129

0.981

1.125

0.242

0.269

SSEI

p_yellow

15

10

1

0.372

0.289

0.095

0.971

1.138

0.250

0.332

SSEI

p_yellow

15

10

2

0.433

0.364

0.132

0.981

1.117

0.242

0.285

SSEI

p_yellow

15

11

1

0.371

0.286

0.099

0.974

1.141

0.253

0.336

SSEI

p_yellow

15

11

2

0.430

0.361

0.132

0.980

1.113

0.245

0.281

SSEI

p_yellow

15

12

1

0.372

0.291

0.095

0.973

1.133

0.250

0.324

SSEI

p_yellow

15

12

2

0.428

0.361

0.123

0.980

1.125

0.243

0.275

SSEI

p_yellow

15

13

1

0.370

0.282

0.094

0.974

1.131

0.252

0.349

SSEI

p_yellow

15

13

2

0.429

0.355

0.131

0.980

1.122

0.243

0.304

SSEI

p_yellow

15

14

1

0.372

0.289

0.097

0.975

1.133

0.253

0.329

SSEI

p_yellow

15

14

2

0.430

0.357

0.134

0.980

1.122

0.244

0.299

SSEI

p_yellow

15

15

1

0.371

0.285

0.097

0.973

1.138

0.253

0.339

SSEI

p_yellow

15

15

2

0.428

0.359

0.125

0.981

1.110

0.244

0.283

SSEI

p_yellow

15

16

1

0.374

0.291

0.100

0.972

1.120

0.250

0.332

SSEI

p_yellow

15

16

2

0.433

0.365

0.139

0.981

1.113

0.241

0.282

SSEI

p_yellow

15

17

1

0.376

0.295

0.097

0.975

1.130

0.252

0.321

SSEI

p_yellow

15

17

2

0.429

0.359

0.130

0.981

1.113

0.243

0.288

SSEI

p_yellow

15

18

1

0.374

0.293

0.103

0.974

1.141

0.250

0.324

SSEI

p_yellow

15

18

2

0.428

0.356

0.134

0.981

1.114

0.243

0.296

SSEI

p_yellow

15

19

1

0.371

0.285

0.101

0.972

1.131

0.252

0.341

SSEI

p_yellow

15

19

2

0.431

0.359

0.133

0.981

1.121

0.243

0.296

SSEI

p_yellow

15

2

1

0.375

0.287

0.095

0.975

1.129

0.253

0.348

SSEI

p_yellow

15

2

2

0.429

0.358

0.127

0.981

1.117

0.245

0.290

SSEI

p_yellow

15

20

1

0.371

0.286

0.095

0.971

1.135

0.252

0.338

SSEI

p_yellow

15

20

2

0.430

0.358

0.129

0.981

1.121

0.246

0.293

SSEI

p_yellow

15

21

1

0.371

0.286

0.097

0.974

1.134

0.250

0.339

SSEI

p_yellow

15

21

2

0.429

0.357

0.134

0.982

1.124

0.243

0.296

SSEI

p_yellow

15

22

1

0.374

0.288

0.102

0.972

1.125

0.250

0.344

SSEI

p_yellow

15

22

2

0.432

0.366

0.132

0.983

1.113

0.243

0.272

SSEI

p_yellow

15

23

1

0.321

0.226

0.070

0.964

1.154

0.258

0.368

SSEI

p_yellow

15

23

2

0.500

0.445

0.180

0.987

1.093

0.231

0.238

SSEI

p_yellow

15

24

1

0.321

0.226

0.072

0.965

1.150

0.257

0.370

SSEI

p_yellow

15

24

2

0.496

0.443

0.173

0.986

1.102

0.231

0.230

SSEI

p_yellow

15

25

1

0.322

0.226

0.071

0.962

1.144

0.257

0.373

SSEI

p_yellow

15

25

2

0.497

0.442

0.172

0.987

1.108

0.233

0.237

SSEI

p_yellow

15

26

1

0.319

0.222

0.072

0.962

1.148

0.256

0.380

SSEI

p_yellow

15

26

2

0.492

0.431

0.169

0.985

1.115

0.233

0.262

SSEI

p_yellow

15

27

1

0.321

0.226

0.073

0.965

1.154

0.256

0.371

SSEI

p_yellow

15

27

2

0.492

0.436

0.175

0.985

1.105

0.233

0.241

SSEI

p_yellow

15

28

1

0.322

0.227

0.073

0.964

1.144

0.256

0.372

SSEI

p_yellow

15

28

2

0.496

0.445

0.177

0.986

1.094

0.231

0.220

SSEI

p_yellow

15

29

1

0.312

0.227

0.070

0.950

1.136

0.243

0.350

SSEI

p_yellow

15

29

2

0.484

0.432

0.176

0.980

1.103

0.226

0.230

SSEI

p_yellow

15

3

1

0.370

0.285

0.095

0.972

1.145

0.251

0.338

SSEI

p_yellow

15

3

2

0.433

0.363

0.132

0.981

1.127

0.244

0.287

SSEI

p_yellow

15

4

1

0.371

0.288

0.100

0.975

1.131

0.252

0.329

SSEI

p_yellow

15

4

2

0.429

0.361

0.130

0.981

1.115

0.244

0.279

SSEI

p_yellow

15

5

1

0.371

0.285

0.093

0.973

1.138

0.252

0.341

SSEI

p_yellow

15

5

2

0.432

0.363

0.126

0.981

1.121

0.245

0.282

SSEI

p_yellow

15

6

1

0.371

0.285

0.099

0.975

1.140

0.252

0.342

SSEI

p_yellow

15

6

2

0.429

0.360

0.128

0.981

1.131

0.243

0.284

SSEI

p_yellow

15

7

1

0.372

0.289

0.096

0.975

1.133

0.250

0.331

SSEI

p_yellow

15

7

2

0.429

0.357

0.125

0.980

1.131

0.246

0.293

SSEI

p_yellow

15

8

1

0.367

0.281

0.096

0.973

1.128

0.253

0.340

SSEI

p_yellow

15

8

2

0.430

0.354

0.138

0.981

1.115

0.244

0.312

SSEI

p_yellow

15

9

1

0.374

0.285

0.105

0.975

1.132

0.252

0.353

SSEI

p_yellow

15

9

2

0.433

0.363

0.132

0.980

1.115

0.242

0.289

SSEI

p_pelagic

16

1

1

0.397

0.391

0.156

0.672

1.023

0.136

0.044

SSEO

p_pelagic

16

1

2

0.376

0.368

0.140

0.641

1.024

0.134

0.060

SSEO

p_pelagic

16

10

1

0.402

0.394

0.169

0.669

1.014

0.133

0.060

SSEO

p_pelagic

16

10

2

0.384

0.376

0.159

0.651

1.020

0.131

0.061

SSEO

p_pelagic

16

11

1

0.402

0.396

0.166

0.669

1.033

0.132

0.046

SSEO

p_pelagic

16

11

2

0.380

0.368

0.159

0.643

1.020

0.129

0.093

SSEO

p_pelagic

16

12

1

0.404

0.397

0.173

0.671

1.020

0.131

0.053

SSEO

p_pelagic

16

12

2

0.381

0.373

0.159

0.659

1.021

0.133

0.060

SSEO

p_pelagic

16

13

1

0.403

0.397

0.168

0.665

1.021

0.129

0.046

SSEO

p_pelagic

16

13

2

0.383

0.373

0.150

0.658

1.013

0.132

0.076

SSEO

p_pelagic

16

14

1

0.390

0.383

0.161

0.655

1.017

0.128

0.055

SSEO

p_pelagic

16

14

2

0.380

0.373

0.156

0.649

1.011

0.129

0.054

SSEO

p_pelagic

16

15

1

0.395

0.385

0.178

0.659

1.014

0.127

0.079

SSEO

p_pelagic

16

15

2

0.382

0.373

0.162

0.642

1.020

0.127

0.071

SSEO

p_pelagic

16

16

1

0.392

0.384

0.169

0.665

1.015

0.128

0.063

SSEO

p_pelagic

16

16

2

0.385

0.378

0.159

0.647

1.018

0.129

0.054

SSEO

p_pelagic

16

17

1

0.451

0.448

0.210

0.693

1.015

0.125

0.024

SSEO

p_pelagic

16

18

2

0.401

0.393

0.170

0.667

1.013

0.131

0.061

SSEO

p_pelagic

16

2

1

0.398

0.394

0.159

0.665

1.029

0.133

0.030

SSEO

p_pelagic

16

2

2

0.377

0.365

0.147

0.658

1.023

0.134

0.089

SSEO

p_pelagic

16

21

1

0.404

0.396

0.190

0.657

1.010

0.123

0.065

SSEO

p_pelagic

16

3

1

0.397

0.391

0.158

0.660

1.027

0.131

0.046

SSEO

p_pelagic

16

3

2

0.378

0.368

0.150

0.648

1.026

0.133

0.075

SSEO

p_pelagic

16

4

1

0.392

0.386

0.154

0.663

1.039

0.133

0.045

SSEO

p_pelagic

16

4

2

0.377

0.370

0.155

0.648

1.025

0.130

0.054

SSEO

p_pelagic

16

42

1

0.832

0.832

0.826

0.839

1.112

0.003

0.000

SSEO

p_yellow

16

42

1

0.405

0.404

0.384

0.426

1.049

0.011

0.091

SSEO

p_dsr

16

42

1

0.469

0.478

0.411

0.514

3.570

0.030

-0.298

SSEO

p_slope

16

42

1

0.146

0.133

0.106

0.205

4.942

0.031

0.413

SSEO

p_pelagic

16

5

1

0.400

0.396

0.158

0.672

1.020

0.134

0.030

SSEO

p_pelagic

16

5

2

0.376

0.368

0.150

0.641

1.025

0.132

0.061

SSEO

p_pelagic

16

6

1

0.396

0.388

0.163

0.665

1.020

0.133

0.060

SSEO

p_pelagic

16

6

2

0.380

0.372

0.148

0.657

1.020

0.133

0.060

SSEO

p_pelagic

16

7

1

0.399

0.393

0.161

0.677

1.025

0.134

0.045

SSEO

p_pelagic

16

7

2

0.378

0.369

0.150

0.660

1.017

0.131

0.069

SSEO

p_pelagic

16

8

1

0.402

0.394

0.172

0.678

1.023

0.132

0.061

SSEO

p_pelagic

16

8

2

0.376

0.367

0.148

0.650

1.016

0.132

0.068

SSEO

p_pelagic

16

9

1

0.403

0.401

0.167

0.668

1.023

0.131

0.015

SSEO

p_pelagic

16

9

2

0.380

0.372

0.149

0.651

1.026

0.131

0.061

SSEO

p_pelagic

3

2

2

0.179

0.165

0.058

0.379

1.010

0.083

0.170

PWSI

p_pelagic

3

8

1

0.527

0.529

0.264

0.777

1.010

0.133

-0.015

PWSI

p_pelagic

3

8

2

0.179

0.166

0.060

0.373

1.011

0.082

0.158

PWSI

p_pelagic

4

1

1

0.556

0.559

0.305

0.785

1.013

0.125

-0.024

PWSO

p_pelagic

4

11

1

0.555

0.561

0.301

0.784

1.013

0.128

-0.047

PWSO

p_pelagic

4

11

2

0.551

0.555

0.291

0.783

1.012

0.129

-0.031

PWSO

p_pelagic

4

12

2

0.548

0.552

0.300

0.779

1.010

0.128

-0.031

PWSO

p_pelagic

4

13

1

0.558

0.560

0.307

0.795

1.010

0.128

-0.016

PWSO

p_pelagic

4

15

2

0.552

0.561

0.287

0.780

1.020

0.129

-0.070

PWSO

p_pelagic

4

18

2

0.549

0.554

0.297

0.784

1.010

0.127

-0.039

PWSO

p_pelagic

4

19

1

0.547

0.551

0.294

0.787

1.011

0.129

-0.031

PWSO

p_pelagic

4

19

2

0.548

0.555

0.282

0.782

1.010

0.128

-0.054

PWSO

p_pelagic

4

20

2

0.466

0.464

0.244

0.694

1.012

0.116

0.017

PWSO

p_pelagic

4

3

1

0.559

0.562

0.300

0.795

1.011

0.130

-0.023

PWSO

p_yellow

4

30

2

0.766

0.781

0.524

0.924

1.018

0.106

-0.142

PWSO

p_yellow

4

31

2

0.808

0.824

0.595

0.944

1.013

0.092

-0.173

PWSO

p_pelagic

4

5

1

0.558

0.563

0.296

0.793

1.011

0.128

-0.039

PWSO

p_pelagic

4

8

2

0.554

0.554

0.297

0.794

1.011

0.131

0.000

PWSO

p_pelagic

4

9

2

0.552

0.557

0.286

0.790

1.010

0.131

-0.038

PWSO

p_black

8

40

1

0.442

0.412

0.342

0.949

1.052

0.130

0.231

afognak

p_black

8

48

1

0.527

0.492

0.413

0.963

1.023

0.131

0.267

afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable

area_n

year/species

mean

median

lower

upper

Rhat

sd

skew

year

area

tau_beta0_pH

1

1

4.102

2.108

0.078

18.709

1.173

6.906

0.289

CI

mu_beta2_pH

1

1

-6.070

-5.464

-21.153

8.287

1.134

7.318

-0.083

CI

tau_beta2_pH

1

1

1.125

0.156

0.043

7.540

1.127

6.217

0.156

CI

beta2_pH

1

1

0.801

0.608

0.280

2.859

1.213

0.594

0.325

CI

beta2_pH

10

1

1.306

0.759

0.235

6.696

1.166

1.857

0.295

northeast

beta2_pH

10

3

0.388

0.267

0.108

1.317

1.115

0.596

0.203

northeast

beta0_pH

11

1

0.155

0.152

-0.420

0.700

1.341

0.290

0.010

CSEO

beta0_pH

11

4

0.804

0.836

-0.398

1.650

1.111

0.472

-0.068

CSEO

beta1_pH

11

1

3.227

3.191

2.426

4.103

1.231

0.449

0.080

CSEO

beta1_pH

11

4

2.041

2.025

1.050

3.331

1.103

0.527

0.030

CSEO

beta2_pH

11

1

0.493

0.404

0.211

1.285

1.289

0.312

0.285

CSEO

beta2_pH

11

4

-4.961

-3.584

-17.372

-0.599

1.394

4.228

-0.326

CSEO

beta3_pH

11

4

40.401

40.309

38.776

42.313

1.107

0.919

0.100

CSEO

beta0_pelagic

11

-0.098

-0.097

-0.402

0.178

1.169

0.147

-0.007

CSEO

beta1_pelagic

11

1.082

1.073

0.683

1.523

1.150

0.210

0.043

CSEO

beta2_pH

12

4

-4.585

-2.934

-17.143

-0.779

1.607

4.243

-0.389

EWYKT

beta0_pH

13

1

-0.642

-0.630

-0.984

-0.358

1.105

0.163

-0.074

NSEI

beta0_pH

13

4

0.669

0.699

-0.557

1.609

1.119

0.511

-0.059

NSEI

beta1_pH

13

4

1.364

1.350

0.302

2.616

1.108

0.543

0.026

NSEI

beta2_pH

13

4

-5.116

-3.749

-17.008

-0.870

1.361

4.138

-0.330

NSEI

beta1_yellow

13

1.235

0.863

0.025

4.448

1.101

1.128

0.330

NSEI

beta2_yellow

13

-4.185

-1.950

-15.926

-0.278

1.386

4.592

-0.487

NSEI

beta2_pH

14

4

-4.936

-3.683

-17.344

-1.277

1.485

3.882

-0.323

NSEO

beta0_pelagic

14

-0.274

-0.260

-0.607

-0.003

1.106

0.154

-0.091

NSEO

beta2_yellow

14

-7.625

-7.540

-17.491

-0.505

1.103

4.874

-0.017

NSEO

beta0_pH

15

1

0.036

0.056

-0.349

0.356

1.125

0.186

-0.107

SSEI

beta0_pH

15

4

0.501

0.557

-0.600

1.381

1.156

0.484

-0.116

SSEI

beta1_pH

15

4

1.522

1.490

0.487

2.711

1.158

0.532

0.060

SSEI

beta2_pH

15

4

-5.128

-3.733

-17.129

-0.813

1.372

4.091

-0.341

SSEI

beta1_yellow

15

0.747

0.130

0.011

4.666

1.166

1.334

0.463

SSEI

beta0_pH

16

5

0.301

0.283

0.160

0.547

1.103

0.101

0.178

SSEO

beta1_pH

16

4

3.279

3.266

2.199

4.497

1.140

0.595

0.022

SSEO

beta2_pH

16

4

-5.785

-4.551

-17.541

-1.575

1.284

3.914

-0.315

SSEO

beta3_pH

16

4

41.646

41.631

40.926

42.570

1.248

0.401

0.037

SSEO

beta0_pelagic

16

-0.463

-0.407

-1.336

0.041

1.163

0.336

-0.167

SSEO

beta1_pelagic

16

1.697

1.598

0.815

3.300

1.129

0.627

0.158

SSEO

beta3_pelagic

16

32.055

31.641

27.577

39.224

1.121

2.826

0.146

SSEO

beta0_dsr

16

0.169

0.169

0.135

0.202

1.357

0.017

0.000

SSEO

beta0_slope

16

-2.694

-2.696

-2.776

-2.612

1.295

0.042

0.048

SSEO

mu_beta1_pH

2

3

5.421

3.991

0.000

17.938

1.247

4.774

0.300

NG

mu_beta2_pH

2

1

1.219

0.720

-0.041

5.452

1.168

1.687

0.296

NG

beta0_pH

2

1

1.314

1.325

0.814

1.738

1.255

0.231

-0.048

NG

beta1_pH

2

1

2.004

1.905

1.072

3.494

1.309

0.597

0.166

NG

beta2_pH

2

1

0.834

0.547

0.123

3.173

1.450

0.793

0.362

NG

beta3_pH

2

1

33.809

33.264

30.531

40.634

1.161

2.441

0.223

NG

mu_beta0_pH

3

4

0.666

0.694

-0.375

1.532

1.109

0.457

-0.061

PWSI

mu_beta1_pH

3

1

6.009

3.990

2.530

17.716

1.102

4.224

0.478

PWSI

mu_beta2_pH

3

4

-4.618

-3.325

-17.757

-0.265

1.505

4.279

-0.302

PWSI

beta0_pH

3

1

1.082

1.210

0.035

1.655

1.433

0.441

-0.290

PWSI

beta1_pH

3

1

2.438

2.126

1.363

4.340

1.352

0.861

0.363

PWSI

beta2_pH

3

1

0.688

0.437

0.104

2.613

1.223

0.671

0.374

PWSI

beta0_pH

4

1

1.388

1.439

0.381

1.911

1.186

0.359

-0.142

PWSO

beta1_pH

4

1

2.378

2.221

1.368

4.100

1.311

0.698

0.225

PWSO

beta2_pH

4

1

0.642

0.451

0.122

2.372

1.302

0.563

0.339

PWSO

beta0_yellow

4

0.810

0.917

-0.521

1.188

1.117

0.393

-0.272

PWSO

beta2_pH

6

1

1.121

0.442

0.123

6.135

1.156

1.990

0.341

SOKO2SAP

beta0_pH

8

1

-0.592

-0.577

-1.267

-0.064

1.307

0.305

-0.049

afognak

beta2_pH

8

1

0.876

0.389

0.155

5.540

1.162

1.768

0.275

afognak

beta3_pH

8

1

34.679

34.901

28.435

40.127

1.433

3.278

-0.068

afognak

beta_H

8

1

1.122

1.231

-2.455

3.336

1.130

2.758

-0.040

afognak

beta2_pH

9

1

0.952

0.463

0.165

5.618

1.239

1.740

0.281

eastside

beta2_pH

9

3

0.295

0.201

0.096

1.018

1.148

0.590

0.159

eastside

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.01

827.00

235.00

1,399.00

338.00

Prop. of total

0.78

0.22

0.81

0.19

Prop. median less than 1

0.18

0.24

0.27

0.44

Prop. median less than 10

0.30

0.57

0.43

0.77

Prop. median less than 50

0.41

0.79

0.57

0.79

Median of the median values

197.96

6.91

23.38

1.55

Mean of the median values

1,243.57

335.84

420.65

151.62

Mean skew of posteriors

0.23

0.29

0.26

0.25

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic

non.BSAI.SOKO.Harv

BSAI.SOKO.Harv

non.BSAI.SOKO.Rel

BSAI.SOKO.Rel

n unconverged at Rhat = 1.1

61.00

7.00

72.00

32.00

Prop. of total

0.90

0.10

0.69

0.31

Prop. median less than 1

0.10

0.71

0.53

0.56

Prop. median less than 10

0.16

0.86

0.67

0.94

Prop. median less than 50

0.23

1.00

0.75

0.94

Median of the median values

977.20

0.26

0.45

0.30

Mean of the median values

1,287.71

7.51

170.77

22.05

Mean skew of posteriors

0.29

0.23

0.19

0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable

Freq

beta_H

1

beta0_dsr

1

beta0_pelagic

2

beta0_pH

9

beta0_slope

1

beta0_yellow

1

beta1_pelagic

2

beta1_pH

6

beta1_yellow

1

beta2_pH

17

beta2_yellow

1

beta3_pelagic

1

beta3_pH

3

H_ay

5

H_ayu

6

Hb_ayu

5

Hd_ay

1

Hd_ayg

1

Ho_ay

1

Ho_ayu

8

Hp_ay

5

Hp_ayu

6

Hs_ay

1

Hs_ayg

1

Hs_ayu

5

Hy_ay

34

Hy_ayg

14

Hy_ayu

9

mu_beta1_pH

1

mu_beta2_pH

3

p_dsr

1

p_pelagic

1

p_slope

1

p_yellow

52

pH

17

R_ay

3

R_ayg

4

R_ayu

4

Rb_ayg

4

Rb_ayu

3

Rd_ay

4

Rd_ayg

6

Rd_ayu

3

re_dsr

1

re_pelagic

7

re_pH

50

re_slope

1

Ro_ay

11

Ro_ayg

14

Ro_ayu

29

Rp_ay

3

Rp_ayg

4

Rp_ayu

3

Rs_ay

5

Rs_ayg

10

Rs_ayu

14

Ry_ay

11

Ry_ayg

8

Ry_ayu

25

sd2_wt

3

tau_beta0_pH

1

tau_beta2_pH

1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.018 0.070 -0.145 -0.020 0.132
mu_bc_H[2] 0.080 0.053 -0.023 0.079 0.192
mu_bc_H[3] -0.274 0.068 -0.401 -0.275 -0.138
mu_bc_H[4] -0.927 0.180 -1.284 -0.924 -0.580
mu_bc_H[5] 1.306 1.043 0.126 1.068 3.879
mu_bc_H[6] -2.348 0.315 -2.958 -2.348 -1.727
mu_bc_H[7] -0.454 0.102 -0.662 -0.452 -0.262
mu_bc_H[8] 0.266 0.356 -0.331 0.238 1.028
mu_bc_H[9] -0.254 0.125 -0.501 -0.254 -0.001
mu_bc_H[10] 0.048 0.064 -0.075 0.048 0.177
mu_bc_H[11] -0.128 0.037 -0.199 -0.128 -0.057
mu_bc_H[12] -0.252 0.110 -0.478 -0.246 -0.045
mu_bc_H[13] -0.157 0.074 -0.299 -0.158 -0.010
mu_bc_H[14] -0.311 0.089 -0.490 -0.310 -0.139
mu_bc_H[15] -0.336 0.047 -0.427 -0.336 -0.243
mu_bc_H[16] -0.206 0.370 -0.854 -0.236 0.602
mu_bc_R[1] 1.039 0.119 0.803 1.039 1.276
mu_bc_R[2] 1.026 0.074 0.874 1.031 1.164
mu_bc_R[3] 0.234 0.094 0.046 0.236 0.413
mu_bc_R[4] 0.641 0.204 0.222 0.646 1.019
mu_bc_R[5] 1.672 0.377 0.917 1.675 2.421
mu_bc_R[6] -1.390 0.336 -2.050 -1.390 -0.721
mu_bc_R[7] 0.511 0.171 0.161 0.514 0.839
mu_bc_R[8] 0.665 0.148 0.385 0.664 0.967
mu_bc_R[9] 0.384 0.167 0.034 0.388 0.701
mu_bc_R[10] 0.884 0.101 0.680 0.884 1.076
mu_bc_R[11] 1.104 0.075 0.956 1.105 1.252
mu_bc_R[12] 0.877 0.163 0.552 0.878 1.194
mu_bc_R[13] 1.046 0.090 0.867 1.049 1.219
mu_bc_R[14] 0.854 0.119 0.623 0.855 1.081
mu_bc_R[15] 0.797 0.096 0.606 0.797 0.982
mu_bc_R[16] 1.349 0.107 1.133 1.353 1.556
tau_pH[1] 2.568 0.194 2.214 2.561 2.968
tau_pH[2] 1.634 0.157 1.347 1.625 1.960
tau_pH[3] 1.319 0.121 1.099 1.314 1.568
tau_pH[4] 1.194 0.157 0.915 1.182 1.538
tau_pH[5] 0.438 0.076 0.306 0.432 0.601
beta0_pH[1,1] 0.502 0.180 0.138 0.507 0.833
beta0_pH[2,1] 1.314 0.231 0.814 1.325 1.738
beta0_pH[3,1] 1.082 0.441 0.035 1.210 1.655
beta0_pH[4,1] 1.388 0.359 0.381 1.439 1.911
beta0_pH[5,1] -0.762 0.369 -1.594 -0.731 -0.142
beta0_pH[6,1] -0.581 0.489 -1.808 -0.425 0.015
beta0_pH[7,1] 0.758 0.011 0.737 0.758 0.778
beta0_pH[8,1] -0.592 0.305 -1.267 -0.577 -0.064
beta0_pH[9,1] -0.310 0.297 -0.976 -0.290 0.222
beta0_pH[10,1] 0.259 0.208 -0.171 0.269 0.640
beta0_pH[11,1] 0.155 0.290 -0.420 0.152 0.700
beta0_pH[12,1] 0.749 0.194 0.341 0.759 1.111
beta0_pH[13,1] -0.642 0.163 -0.984 -0.630 -0.358
beta0_pH[14,1] -0.017 0.163 -0.344 -0.012 0.293
beta0_pH[15,1] 0.036 0.186 -0.349 0.056 0.356
beta0_pH[16,1] -0.622 0.215 -1.105 -0.596 -0.258
beta0_pH[1,2] 2.562 0.085 2.399 2.561 2.735
beta0_pH[2,2] 3.079 0.022 3.037 3.079 3.124
beta0_pH[3,2] 3.625 0.041 3.545 3.624 3.706
beta0_pH[4,2] 2.935 0.019 2.898 2.935 2.973
beta0_pH[5,2] 4.571 1.528 2.727 4.296 8.306
beta0_pH[6,2] 3.328 0.159 3.031 3.325 3.657
beta0_pH[7,2] 2.031 0.050 1.935 2.031 2.129
beta0_pH[8,2] 2.823 0.064 2.700 2.822 2.952
beta0_pH[9,2] 3.955 0.209 3.557 3.950 4.379
beta0_pH[10,2] 3.991 0.127 3.739 3.988 4.251
beta0_pH[11,2] 1.885 0.009 1.868 1.885 1.903
beta0_pH[12,2] 1.788 0.067 1.660 1.786 1.923
beta0_pH[13,2] 2.497 0.026 2.445 2.497 2.550
beta0_pH[14,2] 1.803 0.024 1.756 1.802 1.850
beta0_pH[15,2] 2.544 0.017 2.511 2.544 2.577
beta0_pH[16,2] 2.760 0.025 2.711 2.760 2.809
beta0_pH[1,3] 1.088 0.362 0.166 1.162 1.626
beta0_pH[2,3] 2.126 0.018 2.091 2.126 2.161
beta0_pH[3,3] 2.692 0.024 2.646 2.692 2.738
beta0_pH[4,3] 2.980 0.035 2.914 2.980 3.050
beta0_pH[5,3] 3.413 2.297 0.893 2.804 9.706
beta0_pH[6,3] 1.339 0.363 0.710 1.317 2.133
beta0_pH[7,3] 0.860 0.049 0.768 0.860 0.955
beta0_pH[8,3] 0.267 0.228 -0.157 0.293 0.584
beta0_pH[9,3] -2.143 0.958 -4.214 -2.086 -0.470
beta0_pH[10,3] -0.525 0.834 -2.513 -0.412 0.783
beta0_pH[11,3] 1.103 0.452 0.149 1.138 1.914
beta0_pH[12,3] 1.046 0.629 -0.231 1.031 2.242
beta0_pH[13,3] 0.974 0.451 0.032 1.004 1.782
beta0_pH[14,3] 0.561 0.412 -0.319 0.589 1.271
beta0_pH[15,3] 0.687 0.373 -0.108 0.710 1.355
beta0_pH[16,3] 1.219 0.590 0.153 1.191 2.385
beta0_pH[11,4] 0.804 0.472 -0.398 0.836 1.650
beta0_pH[12,4] 0.887 0.647 -0.457 0.861 2.190
beta0_pH[13,4] 0.669 0.511 -0.557 0.699 1.609
beta0_pH[14,4] 0.387 0.427 -0.537 0.396 1.154
beta0_pH[15,4] 0.501 0.484 -0.600 0.557 1.381
beta0_pH[16,4] 0.762 0.499 -0.308 0.778 1.686
beta0_pH[11,5] 2.963 0.142 2.698 2.960 3.257
beta0_pH[12,5] -0.699 0.584 -1.830 -0.698 0.452
beta0_pH[13,5] 4.864 0.398 4.125 4.844 5.677
beta0_pH[14,5] 3.879 0.351 3.234 3.868 4.591
beta0_pH[15,5] 2.284 0.125 2.046 2.282 2.543
beta0_pH[16,5] 0.301 0.101 0.160 0.283 0.547
beta1_pH[1,1] 2.828 0.600 1.846 2.750 4.237
beta1_pH[2,1] 2.004 0.597 1.072 1.905 3.494
beta1_pH[3,1] 2.438 0.861 1.363 2.126 4.340
beta1_pH[4,1] 2.378 0.698 1.368 2.221 4.100
beta1_pH[5,1] 2.272 0.465 1.504 2.228 3.300
beta1_pH[6,1] 2.102 0.699 1.173 1.947 4.039
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.163 0.528 1.305 2.110 3.369
beta1_pH[9,1] 2.117 0.627 1.203 1.989 3.665
beta1_pH[10,1] 2.179 0.393 1.550 2.128 3.093
beta1_pH[11,1] 3.227 0.449 2.426 3.191 4.103
beta1_pH[12,1] 2.676 0.286 2.132 2.667 3.262
beta1_pH[13,1] 3.419 0.255 2.991 3.398 3.953
beta1_pH[14,1] 2.853 0.293 2.310 2.841 3.453
beta1_pH[15,1] 2.408 0.265 1.916 2.393 2.915
beta1_pH[16,1] 3.580 0.296 3.098 3.546 4.249
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 1.969 0.999 0.222 1.866 4.484
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 4.780 2.593 1.244 4.123 11.592
beta1_pH[9,3] 7.220 2.423 3.290 6.949 12.777
beta1_pH[10,3] 6.464 2.560 2.882 5.954 12.454
beta1_pH[11,3] 2.191 0.487 1.291 2.180 3.179
beta1_pH[12,3] 2.993 0.629 1.818 2.977 4.310
beta1_pH[13,3] 2.017 0.476 1.118 2.009 2.990
beta1_pH[14,3] 2.220 0.460 1.394 2.195 3.188
beta1_pH[15,3] 2.139 0.435 1.330 2.126 3.041
beta1_pH[16,3] 3.267 0.644 2.015 3.300 4.486
beta1_pH[11,4] 2.041 0.527 1.050 2.025 3.331
beta1_pH[12,4] 2.965 0.660 1.640 2.965 4.321
beta1_pH[13,4] 1.364 0.543 0.302 1.350 2.616
beta1_pH[14,4] 1.989 0.492 1.081 1.994 3.005
beta1_pH[15,4] 1.522 0.532 0.487 1.490 2.711
beta1_pH[16,4] 3.279 0.595 2.199 3.266 4.497
beta1_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,1] 0.801 0.594 0.280 0.608 2.859
beta2_pH[2,1] 0.834 0.793 0.123 0.547 3.173
beta2_pH[3,1] 0.688 0.671 0.104 0.437 2.613
beta2_pH[4,1] 0.642 0.563 0.122 0.451 2.372
beta2_pH[5,1] 1.974 2.137 0.275 1.363 7.726
beta2_pH[6,1] 1.121 1.990 0.123 0.442 6.135
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.876 1.768 0.155 0.389 5.540
beta2_pH[9,1] 0.952 1.740 0.165 0.463 5.618
beta2_pH[10,1] 1.306 1.857 0.235 0.759 6.696
beta2_pH[11,1] 0.493 0.312 0.211 0.404 1.285
beta2_pH[12,1] 1.746 0.870 0.651 1.488 3.773
beta2_pH[13,1] 1.060 0.480 0.534 0.933 2.407
beta2_pH[14,1] 1.274 0.732 0.483 1.037 3.372
beta2_pH[15,1] 1.038 0.628 0.362 0.857 2.917
beta2_pH[16,1] 1.256 0.487 0.657 1.155 2.655
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 7.121 6.512 0.207 5.503 23.000
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 1.665 1.578 0.239 1.143 6.193
beta2_pH[9,3] 0.295 0.590 0.096 0.201 1.018
beta2_pH[10,3] 0.388 0.596 0.108 0.267 1.317
beta2_pH[11,3] -6.473 4.747 -18.498 -5.313 -0.712
beta2_pH[12,3] -7.101 4.714 -18.742 -6.138 -1.014
beta2_pH[13,3] -6.539 4.686 -18.594 -5.322 -1.081
beta2_pH[14,3] -6.632 4.674 -18.846 -5.350 -1.315
beta2_pH[15,3] -6.779 4.698 -18.907 -5.574 -1.116
beta2_pH[16,3] -6.755 4.508 -18.645 -5.450 -1.584
beta2_pH[11,4] -4.961 4.228 -17.372 -3.584 -0.599
beta2_pH[12,4] -4.585 4.243 -17.143 -2.934 -0.779
beta2_pH[13,4] -5.116 4.138 -17.008 -3.749 -0.870
beta2_pH[14,4] -4.936 3.882 -17.344 -3.683 -1.277
beta2_pH[15,4] -5.128 4.091 -17.129 -3.733 -0.813
beta2_pH[16,4] -5.785 3.914 -17.541 -4.551 -1.575
beta2_pH[11,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,5] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,5] 0.000 0.000 0.000 0.000 0.000
beta3_pH[1,1] 35.333 1.319 33.082 35.222 38.188
beta3_pH[2,1] 33.809 2.441 30.531 33.264 40.634
beta3_pH[3,1] 33.029 2.779 27.376 32.948 39.377
beta3_pH[4,1] 33.207 2.214 29.617 33.009 38.264
beta3_pH[5,1] 27.695 1.237 25.987 27.524 30.821
beta3_pH[6,1] 32.542 2.832 26.443 32.858 38.392
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 34.679 3.278 28.435 34.901 40.127
beta3_pH[9,1] 32.692 3.020 28.117 32.064 41.664
beta3_pH[10,1] 32.601 1.359 30.402 32.494 35.780
beta3_pH[11,1] 31.490 1.089 29.513 31.448 33.809
beta3_pH[12,1] 30.763 0.480 29.716 30.794 31.582
beta3_pH[13,1] 31.378 0.520 30.432 31.350 32.479
beta3_pH[14,1] 32.330 0.706 31.155 32.273 33.819
beta3_pH[15,1] 30.823 0.738 29.342 30.876 32.181
beta3_pH[16,1] 29.970 0.368 29.298 29.950 30.695
beta3_pH[1,2] 33.942 5.180 25.454 34.155 42.521
beta3_pH[2,2] 33.939 5.156 25.554 33.911 42.522
beta3_pH[3,2] 30.602 7.230 18.568 30.768 42.345
beta3_pH[4,2] 30.532 7.182 18.664 30.540 42.368
beta3_pH[5,2] 30.529 7.231 18.534 30.617 42.392
beta3_pH[6,2] 30.697 7.174 18.679 30.542 42.465
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 38.593 2.883 31.809 39.775 42.043
beta3_pH[2,3] 34.184 5.181 25.454 34.285 42.565
beta3_pH[3,3] 30.543 7.225 18.656 30.513 42.432
beta3_pH[4,3] 30.227 7.323 18.564 30.044 42.427
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 42.067 1.132 39.715 41.982 43.870
beta3_pH[9,3] 36.049 1.793 34.526 35.380 41.383
beta3_pH[10,3] 37.749 2.450 34.642 37.080 43.318
beta3_pH[11,3] 40.723 0.972 39.067 40.707 42.685
beta3_pH[12,3] 41.826 1.069 39.137 42.272 42.855
beta3_pH[13,3] 41.357 0.685 40.004 41.352 42.738
beta3_pH[14,3] 40.476 0.662 39.149 40.523 41.700
beta3_pH[15,3] 40.687 0.550 39.615 40.690 41.765
beta3_pH[16,3] 41.968 0.402 41.097 41.995 42.739
beta3_pH[11,4] 40.401 0.919 38.776 40.309 42.313
beta3_pH[12,4] 41.652 0.947 39.466 41.976 42.835
beta3_pH[13,4] 41.558 1.030 39.252 41.698 42.939
beta3_pH[14,4] 40.441 0.685 39.076 40.469 41.713
beta3_pH[15,4] 41.224 0.907 39.441 41.257 42.812
beta3_pH[16,4] 41.646 0.401 40.926 41.631 42.570
beta3_pH[11,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[12,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[13,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[14,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[15,5] 25.000 0.000 25.000 25.000 25.000
beta3_pH[16,5] 25.000 0.000 25.000 25.000 25.000
beta4_pH[1,1] 0.261 0.021 0.222 0.261 0.303
beta4_pH[2,1] 0.211 0.005 0.201 0.210 0.221
beta4_pH[3,1] 0.172 0.007 0.158 0.172 0.186
beta4_pH[4,1] 0.294 0.011 0.271 0.294 0.316
beta4_pH[5,1] 0.421 0.246 0.087 0.389 0.934
beta4_pH[6,1] 0.755 0.353 0.305 0.713 1.430
beta4_pH[7,1] 0.851 0.336 0.353 0.799 1.659
beta4_pH[8,1] 0.151 0.068 0.043 0.144 0.299
beta4_pH[9,1] 0.214 0.088 0.062 0.208 0.398
beta4_pH[10,1] 0.001 0.001 0.000 0.001 0.003
beta4_pH[11,1] 0.446 0.012 0.423 0.445 0.469
beta4_pH[12,1] 0.607 0.024 0.561 0.607 0.657
beta4_pH[13,1] 0.632 0.013 0.607 0.631 0.658
beta4_pH[14,1] 0.660 0.030 0.603 0.659 0.721
beta4_pH[15,1] 0.796 0.021 0.757 0.795 0.838
beta4_pH[16,1] 1.079 0.044 0.994 1.079 1.168
beta4_pH[1,2] 0.305 0.095 0.141 0.298 0.508
beta4_pH[2,2] 0.513 0.023 0.468 0.513 0.560
beta4_pH[3,2] 0.446 0.012 0.423 0.446 0.469
beta4_pH[4,2] 0.655 0.037 0.582 0.656 0.731
beta4_pH[5,2] 0.742 0.909 0.119 0.533 2.575
beta4_pH[6,2] 0.899 0.706 0.216 0.733 2.649
beta4_pH[7,2] 0.898 0.415 0.349 0.824 1.977
beta4_pH[8,2] 0.850 0.205 0.483 0.834 1.287
beta4_pH[9,2] 1.183 1.200 0.301 0.881 4.011
beta4_pH[10,2] 0.456 0.050 0.360 0.455 0.557
beta4_pH[11,2] 1.269 0.050 1.170 1.268 1.368
beta4_pH[12,2] 0.564 0.110 0.360 0.560 0.794
beta4_pH[13,2] 0.944 0.045 0.858 0.943 1.034
beta4_pH[14,2] 0.932 0.062 0.815 0.932 1.058
beta4_pH[15,2] 1.011 0.026 0.960 1.011 1.063
beta4_pH[16,2] 1.303 0.087 1.130 1.301 1.472
beta4_pH[1,3] 0.278 0.086 0.123 0.275 0.452
beta4_pH[2,3] 0.051 0.017 0.020 0.050 0.088
beta4_pH[3,3] 0.052 0.010 0.033 0.052 0.072
beta4_pH[4,3] 0.172 0.031 0.110 0.172 0.234
beta4_pH[5,3] 0.772 0.866 0.120 0.573 2.691
beta4_pH[6,3] 0.877 0.710 0.195 0.710 2.558
beta4_pH[7,3] 0.900 0.427 0.345 0.820 1.968
beta4_pH[8,3] 0.413 0.198 0.099 0.387 0.874
beta4_pH[9,3] 0.959 1.007 0.171 0.706 3.172
beta4_pH[10,3] 0.060 0.042 0.003 0.053 0.157
beta4_pH[11,3] 0.364 0.016 0.334 0.363 0.394
beta4_pH[12,3] 0.423 0.044 0.337 0.422 0.513
beta4_pH[13,3] 0.840 0.037 0.768 0.838 0.917
beta4_pH[14,3] 0.822 0.064 0.706 0.820 0.955
beta4_pH[15,3] 0.635 0.017 0.602 0.635 0.667
beta4_pH[16,3] 0.596 0.047 0.509 0.594 0.695
beta4_pH[1,4] 0.634 0.406 0.212 0.549 1.520
beta4_pH[2,4] 0.795 0.807 0.099 0.563 2.981
beta4_pH[3,4] 0.871 0.976 0.115 0.614 3.374
beta4_pH[4,4] 0.731 0.478 0.213 0.620 1.861
beta4_pH[5,4] 0.747 0.762 0.106 0.580 2.451
beta4_pH[6,4] 0.895 0.724 0.219 0.723 2.627
beta4_pH[7,4] 0.888 0.419 0.361 0.815 1.795
beta4_pH[8,4] 0.741 0.641 0.145 0.593 2.333
beta4_pH[9,4] 0.775 0.864 0.116 0.576 2.622
beta4_pH[10,4] 1.390 2.936 0.008 0.372 10.771
beta4_pH[11,4] 0.443 0.017 0.410 0.443 0.477
beta4_pH[12,4] 0.553 0.055 0.447 0.552 0.664
beta4_pH[13,4] 0.923 0.036 0.855 0.923 0.993
beta4_pH[14,4] 0.913 0.072 0.774 0.913 1.062
beta4_pH[15,4] 0.713 0.020 0.674 0.713 0.753
beta4_pH[16,4] 0.608 0.050 0.515 0.607 0.711
beta4_pH[1,5] 0.636 0.374 0.214 0.558 1.551
beta4_pH[2,5] 0.813 0.841 0.113 0.586 2.871
beta4_pH[3,5] 0.876 1.023 0.112 0.597 3.282
beta4_pH[4,5] 0.727 0.444 0.206 0.625 1.907
beta4_pH[5,5] 0.738 0.778 0.114 0.554 2.504
beta4_pH[6,5] 0.899 0.729 0.209 0.718 2.654
beta4_pH[7,5] 0.888 0.479 0.344 0.813 1.836
beta4_pH[8,5] 0.747 0.648 0.148 0.595 2.325
beta4_pH[9,5] 0.752 0.806 0.104 0.551 2.574
beta4_pH[10,5] 1.474 3.105 0.008 0.393 10.814
beta4_pH[11,5] 0.602 0.052 0.503 0.601 0.707
beta4_pH[12,5] 0.581 0.174 0.300 0.560 0.975
beta4_pH[13,5] 0.779 0.062 0.666 0.775 0.910
beta4_pH[14,5] 0.846 0.118 0.638 0.841 1.093
beta4_pH[15,5] 1.145 0.074 1.005 1.143 1.293
beta4_pH[16,5] 15.264 4.756 6.927 15.035 24.116
beta0_pelagic[1] 2.269 0.037 2.200 2.268 2.344
beta0_pelagic[2] 1.537 0.007 1.524 1.538 1.551
beta0_pelagic[3] 0.136 0.254 -0.446 0.173 0.533
beta0_pelagic[4] 0.245 0.203 -0.171 0.256 0.625
beta0_pelagic[5] 1.445 0.154 1.151 1.447 1.750
beta0_pelagic[6] 1.354 0.060 1.243 1.351 1.475
beta0_pelagic[7] 1.481 0.039 1.411 1.479 1.566
beta0_pelagic[8] 1.675 0.043 1.595 1.673 1.765
beta0_pelagic[9] 2.793 0.066 2.675 2.790 2.931
beta0_pelagic[10] 2.603 0.032 2.543 2.602 2.668
beta0_pelagic[11] -0.098 0.147 -0.402 -0.097 0.178
beta0_pelagic[12] 1.799 0.035 1.734 1.798 1.871
beta0_pelagic[13] -0.768 0.418 -1.456 -0.784 0.042
beta0_pelagic[14] -0.274 0.154 -0.607 -0.260 -0.003
beta0_pelagic[15] -0.221 0.047 -0.360 -0.202 -0.182
beta0_pelagic[16] -0.463 0.336 -1.336 -0.407 0.041
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.804 0.291 0.342 0.766 1.573
beta1_pelagic[4] 0.799 0.224 0.374 0.796 1.225
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.082 0.210 0.683 1.073 1.523
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 2.608 0.494 1.638 2.621 3.441
beta1_pelagic[14] 1.744 0.370 1.146 1.701 2.558
beta1_pelagic[15] 0.112 0.158 0.001 0.031 0.557
beta1_pelagic[16] 1.697 0.627 0.815 1.598 3.300
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 6.000 5.847 0.190 4.325 20.922
beta2_pelagic[4] 7.688 6.182 0.395 6.211 22.941
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.084 1.637 0.374 1.526 6.366
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 0.192 0.071 0.104 0.176 0.377
beta2_pelagic[14] 0.850 0.795 0.239 0.605 3.198
beta2_pelagic[15] 2.561 1.870 0.131 2.178 6.958
beta2_pelagic[16] 0.610 0.950 0.102 0.311 3.816
beta3_pelagic[1] 33.203 5.816 23.460 33.218 42.548
beta3_pelagic[2] 32.975 5.716 23.513 32.978 42.490
beta3_pelagic[3] 27.177 2.632 23.420 26.428 32.032
beta3_pelagic[4] 26.131 1.353 23.634 26.250 29.189
beta3_pelagic[5] 29.725 6.552 18.674 29.809 40.512
beta3_pelagic[6] 29.571 6.655 18.644 29.744 40.514
beta3_pelagic[7] 29.508 6.581 18.670 29.349 40.358
beta3_pelagic[8] 29.333 6.590 18.558 29.377 40.353
beta3_pelagic[9] 29.534 6.567 18.518 29.620 40.362
beta3_pelagic[10] 29.636 6.701 18.641 29.580 40.524
beta3_pelagic[11] 30.102 1.020 28.145 30.089 32.024
beta3_pelagic[12] 32.396 5.434 23.516 32.440 41.487
beta3_pelagic[13] 32.629 3.790 26.103 32.388 40.496
beta3_pelagic[14] 34.100 1.605 31.426 33.935 37.940
beta3_pelagic[15] 34.171 5.813 23.714 35.266 41.693
beta3_pelagic[16] 32.055 2.826 27.577 31.641 39.224
beta0_yellow[1] -0.485 0.081 -0.639 -0.485 -0.323
beta0_yellow[2] 0.553 0.071 0.408 0.556 0.685
beta0_yellow[3] -0.216 0.128 -0.466 -0.223 0.014
beta0_yellow[4] 0.810 0.393 -0.521 0.917 1.188
beta0_yellow[5] 0.249 0.331 -0.455 0.264 0.838
beta0_yellow[6] 0.816 0.106 0.615 0.815 1.030
beta0_yellow[7] 1.000 0.093 0.818 1.000 1.185
beta0_yellow[8] 1.027 0.091 0.845 1.026 1.213
beta0_yellow[9] 0.459 0.101 0.262 0.459 0.659
beta0_yellow[10] 0.537 0.072 0.400 0.538 0.676
beta0_yellow[11] -0.228 0.120 -0.484 -0.221 -0.016
beta0_yellow[12] -1.087 0.094 -1.270 -1.086 -0.904
beta0_yellow[13] -1.360 0.170 -1.701 -1.352 -1.074
beta0_yellow[14] -0.247 0.136 -0.545 -0.237 -0.020
beta0_yellow[15] -1.245 0.134 -1.585 -1.225 -1.031
beta0_yellow[16] -0.260 0.094 -0.449 -0.258 -0.083
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 0.998 0.225 0.580 0.991 1.454
beta1_yellow[3] 0.486 0.255 0.020 0.498 0.923
beta1_yellow[4] 1.470 0.738 0.633 1.228 3.490
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.447 0.413 0.012 0.374 1.473
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 1.235 1.128 0.025 0.863 4.448
beta1_yellow[14] 0.553 0.672 0.012 0.397 2.642
beta1_yellow[15] 0.747 1.334 0.011 0.130 4.666
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.887 5.765 -21.853 -6.684 -0.527
beta2_yellow[3] -7.729 5.926 -21.972 -6.436 -0.424
beta2_yellow[4] -4.936 5.728 -19.914 -2.593 -0.103
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] -8.238 6.023 -22.239 -7.022 -0.449
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] -4.185 4.592 -15.926 -1.950 -0.278
beta2_yellow[14] -7.625 4.874 -17.491 -7.540 -0.505
beta2_yellow[15] -8.051 5.945 -22.269 -6.970 -0.255
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 28.742 0.897 27.282 28.650 30.876
beta3_yellow[3] 32.272 3.255 23.130 32.473 37.956
beta3_yellow[4] 30.140 3.637 23.019 29.117 36.907
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 33.501 2.818 29.567 32.976 41.147
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 33.372 2.826 29.202 33.376 40.254
beta3_yellow[14] 33.927 3.221 29.245 33.647 42.034
beta3_yellow[15] 34.566 4.184 29.116 34.390 42.510
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] 0.014 0.075 -0.130 0.013 0.162
beta0_black[2] 1.856 0.032 1.795 1.856 1.918
beta0_black[3] 1.239 0.037 1.167 1.239 1.312
beta0_black[4] 2.424 0.046 2.329 2.424 2.515
beta0_black[5] 5.221 2.508 1.885 4.652 11.591
beta0_black[6] 5.278 2.188 2.655 4.708 11.345
beta0_black[7] 4.129 2.123 1.668 3.549 10.038
beta0_black[8] 0.868 0.210 0.467 0.860 1.297
beta0_black[9] 2.820 0.267 2.308 2.819 3.344
beta0_black[10] 1.286 0.050 1.191 1.285 1.385
beta0_black[11] 2.978 0.053 2.878 2.977 3.083
beta0_black[12] 4.911 0.188 4.550 4.909 5.278
beta0_black[13] 0.468 0.347 0.021 0.392 1.234
beta0_black[14] 2.848 0.106 2.643 2.848 3.058
beta0_black[15] 0.722 0.053 0.618 0.722 0.823
beta0_black[16] 3.773 0.072 3.633 3.772 3.911
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.437 1.765 -6.817 -2.001 -0.268
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 37.148 3.422 26.874 38.050 40.820
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.327 0.095 -0.519 -0.326 -0.147
beta4_black[2] 0.257 0.054 0.153 0.255 0.364
beta4_black[3] -0.719 0.062 -0.844 -0.719 -0.598
beta4_black[4] 0.629 0.131 0.381 0.631 0.885
beta4_black[5] 0.777 1.479 -1.278 0.507 4.267
beta4_black[6] 0.864 1.469 -0.833 0.546 4.356
beta4_black[7] 0.748 1.499 -1.065 0.481 4.054
beta4_black[8] 0.102 0.277 -0.462 0.113 0.595
beta4_black[9] 1.028 0.835 -0.075 0.851 3.122
beta4_black[10] 0.074 0.066 -0.057 0.076 0.204
beta4_black[11] -0.608 0.066 -0.736 -0.610 -0.474
beta4_black[12] 1.236 0.291 0.684 1.229 1.839
beta4_black[13] -1.004 0.075 -1.151 -1.003 -0.861
beta4_black[14] 0.223 0.177 -0.119 0.220 0.567
beta4_black[15] 0.001 0.046 -0.088 0.001 0.090
beta4_black[16] -0.415 0.118 -0.645 -0.417 -0.186
beta0_dsr[11] -0.329 0.009 -0.347 -0.329 -0.311
beta0_dsr[12] 1.410 0.044 1.327 1.410 1.498
beta0_dsr[13] 0.155 0.021 0.114 0.155 0.197
beta0_dsr[14] -0.127 0.017 -0.160 -0.127 -0.092
beta0_dsr[15] 0.205 0.014 0.177 0.205 0.233
beta0_dsr[16] 0.169 0.017 0.135 0.169 0.202
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.544 0.036 0.472 0.545 0.613
beta4_dsr[12] 0.800 0.230 0.370 0.795 1.276
beta4_dsr[13] -0.078 0.040 -0.157 -0.078 0.000
beta4_dsr[14] -0.208 0.072 -0.355 -0.208 -0.067
beta4_dsr[15] 0.217 0.021 0.174 0.217 0.259
beta4_dsr[16] -0.059 0.046 -0.150 -0.058 0.028
beta0_slope[11] -2.209 0.021 -2.252 -2.209 -2.168
beta0_slope[12] -5.179 0.221 -5.642 -5.168 -4.792
beta0_slope[13] -1.501 0.035 -1.570 -1.501 -1.432
beta0_slope[14] -2.713 0.051 -2.816 -2.712 -2.617
beta0_slope[15] -1.592 0.022 -1.635 -1.592 -1.548
beta0_slope[16] -2.694 0.042 -2.776 -2.696 -2.612
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.334 0.076 -0.482 -0.334 -0.185
beta4_slope[12] -4.669 0.784 -6.374 -4.630 -3.262
beta4_slope[13] 0.326 0.054 0.216 0.327 0.432
beta4_slope[14] -0.158 0.151 -0.456 -0.155 0.137
beta4_slope[15] -0.360 0.034 -0.426 -0.361 -0.294
beta4_slope[16] -0.101 0.100 -0.307 -0.099 0.089
beta5_slope[11] 3.064 0.106 2.868 3.061 3.285
beta5_slope[12] 2.025 0.388 1.322 2.007 2.846
beta5_slope[13] 0.879 0.080 0.724 0.880 1.035
beta5_slope[14] 3.753 0.350 3.117 3.740 4.490
beta5_slope[15] 1.307 0.072 1.169 1.307 1.444
beta5_slope[16] 2.725 0.233 2.294 2.720 3.191
tau_comp[1] 3.783 0.295 3.230 3.775 4.388
tau_comp[2] 2.884 0.261 2.399 2.875 3.413
tau_comp[3] 0.869 0.074 0.732 0.865 1.021
tau_comp[4] 1.782 0.271 1.317 1.758 2.371
tau_comp[5] 1.265 0.185 0.943 1.250 1.658
sigma_H[1] 0.207 0.048 0.122 0.203 0.310
sigma_H[2] 0.175 0.029 0.126 0.172 0.242
sigma_H[3] 0.188 0.041 0.115 0.185 0.276
sigma_H[4] 0.460 0.082 0.327 0.453 0.644
sigma_H[5] 0.962 0.199 0.595 0.954 1.384
sigma_H[6] 0.546 0.190 0.184 0.539 0.931
sigma_H[7] 0.310 0.061 0.213 0.302 0.448
sigma_H[8] 0.421 0.089 0.275 0.412 0.617
sigma_H[9] 0.514 0.119 0.330 0.498 0.785
sigma_H[10] 0.209 0.040 0.142 0.205 0.300
sigma_H[11] 0.267 0.044 0.191 0.262 0.367
sigma_H[12] 0.382 0.147 0.200 0.338 0.720
sigma_H[13] 0.218 0.037 0.152 0.215 0.300
sigma_H[14] 0.500 0.090 0.341 0.494 0.694
sigma_H[15] 0.232 0.038 0.169 0.228 0.319
sigma_H[16] 0.215 0.042 0.146 0.210 0.311
lambda_H[1] 2.114 3.134 0.079 1.008 10.854
lambda_H[2] 4.961 4.652 0.492 3.659 17.032
lambda_H[3] 5.439 8.168 0.290 2.836 27.785
lambda_H[4] 0.006 0.004 0.001 0.005 0.018
lambda_H[5] 2.161 5.270 0.024 0.637 14.172
lambda_H[6] 6.422 13.734 0.009 0.301 48.382
lambda_H[7] 0.012 0.009 0.002 0.010 0.033
lambda_H[8] 7.974 9.758 0.125 4.533 36.375
lambda_H[9] 0.015 0.010 0.003 0.013 0.039
lambda_H[10] 0.225 0.280 0.027 0.155 0.791
lambda_H[11] 0.242 0.384 0.010 0.110 1.142
lambda_H[12] 3.590 4.446 0.161 2.223 14.946
lambda_H[13] 3.097 2.813 0.279 2.266 11.332
lambda_H[14] 3.314 3.771 0.211 2.171 13.555
lambda_H[15] 0.019 0.021 0.003 0.014 0.062
lambda_H[16] 0.670 1.100 0.039 0.329 3.093
mu_lambda_H[1] 4.042 1.869 1.013 3.873 8.101
mu_lambda_H[2] 3.686 1.986 0.486 3.491 7.835
mu_lambda_H[3] 3.332 1.795 0.721 3.016 7.387
sigma_lambda_H[1] 8.135 4.410 1.770 7.432 18.181
sigma_lambda_H[2] 8.116 4.766 0.792 7.522 18.283
sigma_lambda_H[3] 6.087 3.986 0.995 5.161 16.132
beta_H[1,1] 6.490 1.318 3.273 6.727 8.461
beta_H[2,1] 9.741 0.635 8.348 9.782 10.826
beta_H[3,1] 7.850 0.768 6.089 7.935 9.133
beta_H[4,1] 10.610 7.817 -4.746 10.555 25.843
beta_H[5,1] -0.342 2.575 -5.414 -0.258 4.270
beta_H[6,1] 3.032 4.350 -7.490 4.647 8.078
beta_H[7,1] 1.412 5.640 -10.473 1.824 11.272
beta_H[8,1] 1.122 2.758 -2.455 1.231 3.336
beta_H[9,1] 13.735 5.707 3.194 13.608 25.316
beta_H[10,1] 6.783 1.833 3.029 6.837 10.317
beta_H[11,1] 4.977 3.443 -2.562 5.666 9.832
beta_H[12,1] 2.576 1.094 0.669 2.514 4.863
beta_H[13,1] 9.096 0.878 7.166 9.170 10.592
beta_H[14,1] 2.117 1.002 0.141 2.123 4.175
beta_H[15,1] -7.108 3.380 -13.192 -7.259 0.369
beta_H[16,1] 3.594 2.624 -0.882 3.342 9.347
beta_H[1,2] 7.779 0.268 7.246 7.789 8.279
beta_H[2,2] 9.879 0.161 9.560 9.881 10.193
beta_H[3,2] 8.796 0.199 8.399 8.797 9.190
beta_H[4,2] 3.024 1.435 0.309 2.974 5.905
beta_H[5,2] 1.691 0.979 -0.217 1.691 3.597
beta_H[6,2] 5.996 1.091 3.569 6.163 7.767
beta_H[7,2] 2.380 1.053 0.521 2.330 4.644
beta_H[8,2] 3.046 0.885 1.502 3.140 4.265
beta_H[9,2] 3.157 1.084 1.016 3.156 5.339
beta_H[10,2] 8.045 0.364 7.262 8.055 8.729
beta_H[11,2] 9.807 0.632 8.841 9.705 11.193
beta_H[12,2] 3.935 0.371 3.272 3.917 4.679
beta_H[13,2] 9.152 0.242 8.687 9.144 9.657
beta_H[14,2] 4.032 0.346 3.396 4.034 4.729
beta_H[15,2] 11.559 0.615 10.227 11.581 12.699
beta_H[16,2] 4.524 0.798 3.048 4.520 6.084
beta_H[1,3] 8.449 0.257 7.985 8.435 8.970
beta_H[2,3] 9.852 0.149 9.565 9.849 10.154
beta_H[3,3] 9.466 0.162 9.155 9.461 9.789
beta_H[4,3] -2.162 0.866 -3.828 -2.171 -0.445
beta_H[5,3] 3.870 0.625 2.569 3.892 5.023
beta_H[6,3] 8.316 1.157 6.638 8.038 10.830
beta_H[7,3] -2.564 0.636 -3.819 -2.550 -1.351
beta_H[8,3] 5.259 0.449 4.675 5.201 6.285
beta_H[9,3] -2.672 0.701 -4.123 -2.667 -1.290
beta_H[10,3] 8.564 0.278 8.020 8.559 9.123
beta_H[11,3] 8.510 0.294 7.875 8.535 9.029
beta_H[12,3] 5.287 0.318 4.552 5.328 5.799
beta_H[13,3] 8.857 0.182 8.486 8.859 9.223
beta_H[14,3] 5.789 0.270 5.185 5.813 6.260
beta_H[15,3] 10.270 0.302 9.685 10.264 10.899
beta_H[16,3] 6.167 0.563 4.999 6.210 7.187
beta_H[1,4] 8.097 0.190 7.710 8.107 8.433
beta_H[2,4] 9.839 0.125 9.582 9.846 10.071
beta_H[3,4] 9.965 0.153 9.638 9.974 10.235
beta_H[4,4] 11.819 0.469 10.833 11.826 12.698
beta_H[5,4] 5.616 0.728 4.438 5.545 7.269
beta_H[6,4] 7.147 0.899 5.309 7.370 8.438
beta_H[7,4] 8.547 0.346 7.866 8.557 9.215
beta_H[8,4] 6.709 0.238 6.235 6.716 7.124
beta_H[9,4] 7.438 0.437 6.591 7.435 8.313
beta_H[10,4] 7.540 0.225 7.111 7.535 8.002
beta_H[11,4] 9.509 0.195 9.128 9.508 9.894
beta_H[12,4] 7.253 0.201 6.864 7.251 7.671
beta_H[13,4] 9.068 0.143 8.778 9.073 9.346
beta_H[14,4] 7.841 0.211 7.433 7.838 8.272
beta_H[15,4] 9.484 0.222 9.047 9.483 9.912
beta_H[16,4] 9.384 0.240 8.943 9.370 9.887
beta_H[1,5] 8.897 0.155 8.568 8.899 9.198
beta_H[2,5] 10.673 0.098 10.494 10.668 10.874
beta_H[3,5] 10.766 0.159 10.472 10.756 11.089
beta_H[4,5] 8.349 0.502 7.412 8.339 9.386
beta_H[5,5] 5.188 0.621 3.712 5.276 6.162
beta_H[6,5] 8.902 0.620 7.969 8.798 10.291
beta_H[7,5] 6.567 0.346 5.920 6.560 7.264
beta_H[8,5] 8.230 0.196 7.893 8.218 8.632
beta_H[9,5] 8.196 0.450 7.300 8.205 9.099
beta_H[10,5] 10.044 0.227 9.595 10.044 10.486
beta_H[11,5] 11.590 0.223 11.153 11.591 12.036
beta_H[12,5] 8.602 0.189 8.231 8.603 8.982
beta_H[13,5] 10.134 0.133 9.878 10.132 10.399
beta_H[14,5] 9.249 0.210 8.861 9.239 9.695
beta_H[15,5] 11.306 0.233 10.828 11.310 11.751
beta_H[16,5] 9.860 0.175 9.501 9.864 10.187
beta_H[1,6] 10.119 0.237 9.731 10.084 10.714
beta_H[2,6] 11.472 0.112 11.253 11.473 11.694
beta_H[3,6] 10.614 0.156 10.278 10.625 10.897
beta_H[4,6] 12.937 0.893 11.085 12.959 14.598
beta_H[5,6] 5.688 0.638 4.546 5.659 7.048
beta_H[6,6] 8.689 0.579 7.397 8.718 9.745
beta_H[7,6] 10.555 0.596 9.390 10.564 11.686
beta_H[8,6] 9.518 0.255 9.010 9.531 9.960
beta_H[9,6] 8.299 0.745 6.881 8.274 9.853
beta_H[10,6] 9.156 0.343 8.385 9.186 9.747
beta_H[11,6] 10.700 0.362 9.911 10.738 11.329
beta_H[12,6] 9.372 0.241 8.929 9.361 9.879
beta_H[13,6] 11.085 0.157 10.788 11.082 11.397
beta_H[14,6] 9.921 0.283 9.344 9.924 10.465
beta_H[15,6] 10.544 0.412 9.775 10.535 11.373
beta_H[16,6] 10.612 0.238 10.104 10.623 11.063
beta_H[1,7] 10.150 1.215 6.984 10.430 11.791
beta_H[2,7] 12.112 0.524 10.960 12.144 13.029
beta_H[3,7] 10.304 0.640 8.908 10.357 11.367
beta_H[4,7] 1.352 4.560 -7.246 1.256 10.430
beta_H[5,7] 5.844 2.133 1.854 5.930 9.864
beta_H[6,7] 7.062 3.218 -0.814 8.239 10.911
beta_H[7,7] 7.612 2.949 1.916 7.629 13.569
beta_H[8,7] 10.850 0.898 9.185 10.860 12.379
beta_H[9,7] 4.861 3.837 -3.008 4.949 12.308
beta_H[10,7] 10.031 1.626 7.261 9.890 13.735
beta_H[11,7] 11.362 1.829 8.145 11.153 15.571
beta_H[12,7] 9.768 0.987 7.470 9.868 11.388
beta_H[13,7] 11.703 0.703 10.097 11.779 12.895
beta_H[14,7] 10.630 0.933 8.578 10.676 12.381
beta_H[15,7] 14.071 2.166 9.848 14.090 18.208
beta_H[16,7] 12.739 1.285 10.592 12.587 15.641
beta0_H[1] 8.680 17.321 -28.061 8.559 43.625
beta0_H[2] 10.475 8.458 -7.164 10.462 27.897
beta0_H[3] 9.433 9.784 -10.879 9.502 28.625
beta0_H[4] 11.202 178.394 -361.328 12.180 368.689
beta0_H[5] 4.312 27.364 -48.951 4.540 59.064
beta0_H[6] 7.045 54.165 -109.304 7.668 119.982
beta0_H[7] 6.666 139.703 -279.241 8.027 291.937
beta0_H[8] 6.095 17.002 -18.693 6.546 28.656
beta0_H[9] 4.943 119.890 -235.960 4.289 246.060
beta0_H[10] 8.126 36.680 -69.031 8.960 85.660
beta0_H[11] 10.801 53.392 -101.204 10.053 121.809
beta0_H[12] 6.609 13.336 -19.131 6.717 30.351
beta0_H[13] 10.186 10.959 -10.199 10.090 32.303
beta0_H[14] 7.255 11.487 -15.383 7.136 31.263
beta0_H[15] 10.867 119.255 -224.693 9.587 248.420
beta0_H[16] 8.063 27.632 -48.310 8.425 66.029